How to Build a Content-Based Song Recommender

Recommendations from the Same Artist

You see parts of artist names (‘antwoord” from the band Die Antwoord, “anuel” from Anuel AA, etc.) This is a very small slice of the DataFrame that ended up having over 16,000 columns.

Recommendations Based on Similar Sound

Here’s a preview of the sound_properties DataFrame. Keep in mind that these features were scaled using a MinMaxScaler during the pre-processing stage.

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store